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Deep learning is redefining what's possible. From early-stage startups to large web service providers, deep learning has become the fundamental building block in delivering amazing solutions for end users. Today's leading deep learning models typically take days to weeks to train, forcing data scientists to make compromises between accuracy and time to deployment. The NVIDIA Tesla M40 GPU accelerator is the world's fastest accelerator for deep learning training, purpose-built to dramatically reduce training time. Running Caffe and Torch on the Tesla M40 delivers the same model within hours versus days on CPU based computer systems. Training neural networks demands a lot GPU memory, the Tesla M40 is built to handle these workloads for more accurate speech and image recognition and deeper understanding of video and natural language content.